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U.S. Patent No. 12,236,477 — Patented Automotive Data Standardization Technology
OAV

The Automotive Answer Engine

Every car has an answer. We hold the evidence.

Ask about a VIN, price, or market. OAV returns an independent, snapshot-dated answer and the market evidence behind it — a verdict where the evidence supports one, and the evidence itself where it doesn't.

Found a car anywhere? Paste the VIN — OAV resolves it against the supported comparable range, drawn from millions of dealer-advertised listings. Dealers can't pay to change a verdict.

OAV.io is an independent automotive market-evidence platform. It evaluates asking prices against comparable listings and publishes a Price-to-Market verdict when the evidence supports one. Days-on-lot and sell-through from similar vehicles are separate demand evidence, never inputs to the Price-to-Market verdict.

Market snapshot · October 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

483 listings found

2007 Scion tC Spec Package

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Scion tC Spec Package

Modesto, CA

UnscoredInsufficient · 0
$6,39985,163 mi

Modesto, CA

2013 Honda Accord EX-L V6

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Honda Accord EX-L V6

Modesto, CA

UnscoredLimited · 13
$6,500177,635 mi

Comparison: 13 similar vehicles

Modesto, CA

2013 Nissan Altima Coupe S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Nissan Altima Coupe S

Modesto, CA

UnscoredInsufficient · 0
$6,995103,953 mi

Modesto, CA

2012 Kia Forte Koup SX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Kia Forte Koup SX

Modesto, CA

UnscoredInsufficient · 3
$6,999156,040 mi

Comparison: 3 similar vehicles

Modesto, CA

2013 Mercedes-Benz C-Class C250 Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Mercedes-Benz C-Class C250 Sport

Modesto, CA

UnscoredModerate · 21
$7,995161,822 mi

Comparison: 21 similar vehicles

Modesto, CA

2015 Chevrolet Camaro 1LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Chevrolet Camaro 1LT

Ceres, CA

UnscoredInsufficient · 4
$7,999179,729 mi

Comparison: 4 similar vehicles

Ceres, CA

2013 Chevrolet Camaro 2LS

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Chevrolet Camaro 2LS

Merced, CA

UnscoredInsufficient · 4
$7,999186,264 mi

Comparison: 4 similar vehicles

Merced, CA

2009 Honda Civic SI

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Honda Civic SI

Modesto, CA

UnscoredInsufficient · 0
$7,999141,408 mi

Modesto, CA

2012 Scion tC Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Scion tC Base

Modesto, CA

UnscoredInsufficient · 0
$8,990116,640 mi

Modesto, CA

2015 Chevrolet Camaro 2LS

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Chevrolet Camaro 2LS

Modesto, CA

UnscoredLimited · 7
$8,995153,594 mi

Comparison: 7 similar vehicles

Modesto, CA

2013 Dodge Challenger SXT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Dodge Challenger SXT

Modesto, CA

UnscoredLimited · 15
$8,995155,200 mi

Comparison: 15 similar vehicles

Modesto, CA

2007 Mercedes-Benz CLK-Class CLK350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Mercedes-Benz CLK-Class CLK350

Turlock, CA

UnscoredLimited · 5
$8,99593,632 mi

Comparison: 5 similar vehicles

Turlock, CA

2005 INFINITI G35 Coupe Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2005 INFINITI G35 Coupe Base

Turlock, CA

UnscoredInsufficient · 3
$9,123173,140 mi

Comparison: 3 similar vehicles

Turlock, CA

2003 INFINITI G35 Sport Coupe Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2003 INFINITI G35 Sport Coupe Base

Turlock, CA

UnscoredInsufficient · 0
$9,123107,563 mi

Turlock, CA

1999 Honda Civic EX

Image from the dealer's site. OAV does not own, control, or store dealer images.

1999 Honda Civic EX

Turlock, CA

UnscoredInsufficient · 0
$9,123194,990 mi

Turlock, CA

No Photo

2012 Hyundai Genesis Coupe Premium

Modesto, CA

UnscoredInsufficient · 0
$9,153112,274 mi

Modesto, CA

2014 Ford Mustang V6

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Ford Mustang V6

Patterson, CA

UnscoredInsufficient · 3
$9,600234,729 mi

Comparison: 3 similar vehicles

Patterson, CA

2012 Scion tC Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Scion tC Base

Fresno, CA

UnscoredInsufficient · 0
$9,888115,030 mi

Fresno, CA

2013 Honda Civic EX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Honda Civic EX

Turlock, CA

UnscoredLimited · 12
$9,995132,399 mi

Comparison: 12 similar vehicles

Turlock, CA

2012 Chevrolet Camaro 1LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Chevrolet Camaro 1LT

Turlock, CA

UnscoredInsufficient · 0
$9,995142,347 mi

Turlock, CA

2006 Ford Mustang GT Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Ford Mustang GT Premium

Turlock, CA

UnscoredInsufficient · 3
$9,995145,049 mi

Comparison: 3 similar vehicles

Turlock, CA

2014 Chevrolet Camaro 2LS

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Chevrolet Camaro 2LS

Patterson, CA

Fair PriceLimited · 10
$9,99992,388 mi

Market: $9,999 – $15,500

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 175 days listed (based on current market benchmarks)

Patterson, CA

2012 Mercedes-Benz C-Class C250 Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Mercedes-Benz C-Class C250 Sport

Modesto, CA

UnscoredLimited · 5
$9,99971,372 mi

Comparison: 5 similar vehicles

Modesto, CA

2009 Nissan 370Z Touring

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Nissan 370Z Touring

Modesto, CA

UnscoredLimited · 6
$9,999163,935 mi

Comparison: 6 similar vehicles

Modesto, CA

2009 Audi TTS Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Audi TTS Premium

Modesto, CA

UnscoredInsufficient · 0
$9,999157,606 mi

Modesto, CA

2005 Nissan 350Z Touring

Image from the dealer's site. OAV does not own, control, or store dealer images.

2005 Nissan 350Z Touring

Los Banos, CA

UnscoredInsufficient · 0
$10,069113,489 mi

Los Banos, CA

2014 Ford Mustang V6

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Ford Mustang V6

Turlock, CA

UnscoredLimited · 11
$10,665134,000 mi

Comparison: 11 similar vehicles

Turlock, CA

2016 Ford Mustang EcoBoost

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Ford Mustang EcoBoost

Turlock, CA

UnscoredInsufficient · 3
$10,928172,230 mi

Comparison: 3 similar vehicles

Turlock, CA

2013 Nissan 370Z Coupe Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Nissan 370Z Coupe Base

Modesto, CA

UnscoredInsufficient · 0
$10,995164,121 mi

Modesto, CA

2012 Mercedes-Benz C-Class C250 Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Mercedes-Benz C-Class C250 Sport

Modesto, CA

UnscoredInsufficient · 4
$10,99583,057 mi

Comparison: 4 similar vehicles

Modesto, CA

2005 INFINITI G35 Coupe Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2005 INFINITI G35 Coupe Base

Modesto, CA

UnscoredInsufficient · 3
$10,995115,619 mi

Comparison: 3 similar vehicles

Modesto, CA

2015 Honda Civic Si

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Honda Civic Si

Modesto, CA

UnscoredInsufficient · 3
$10,999142,085 mi

Comparison: 3 similar vehicles

Modesto, CA

2015 Honda Civic Si

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Honda Civic Si

Modesto, CA

UnscoredInsufficient · 3
$10,999124,996 mi

Comparison: 3 similar vehicles

Modesto, CA

2014 Mercedes-Benz C-Class C250 Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Mercedes-Benz C-Class C250 Sport

Modesto, CA

UnscoredInsufficient · 3
$11,06081,598 mi

Comparison: 3 similar vehicles

Modesto, CA

2006 Chevrolet Monte Carlo SS

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Chevrolet Monte Carlo SS

Modesto, CA

UnscoredInsufficient · 0
$11,069177,222 mi

Modesto, CA

2014 Cadillac ELR Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Cadillac ELR Base

Modesto, CA

UnscoredInsufficient · 0
$11,500103,643 mi

Modesto, CA

2014 Honda Civic Si

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Honda Civic Si

Modesto, CA

UnscoredInsufficient · 0
$11,500120,307 mi

Modesto, CA

2003 Toyota Celica GT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2003 Toyota Celica GT

Merced, CA

UnscoredInsufficient · 3
$11,719124,655 mi

Comparison: 3 similar vehicles

Merced, CA

2018 Dodge Challenger SXT Plus

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Dodge Challenger SXT Plus

Modesto, CA

UnscoredLimited · 6
$11,865145,116 mi

Comparison: 6 similar vehicles

Modesto, CA

2014 Scion tC 10 Series

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Scion tC 10 Series

Fresno, CA

UnscoredInsufficient · 3
$11,888111,226 mi

Comparison: 3 similar vehicles

Fresno, CA

2013 INFINITI G Coupe 37 Journey

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 INFINITI G Coupe 37 Journey

Turlock, CA

UnscoredInsufficient · 0
$11,995157,400 mi

Turlock, CA

2020 BMW 2 Series 230i

Image from the dealer's site. OAV does not own, control, or store dealer images.

2020 BMW 2 Series 230i

Modesto, CA

UnscoredInsufficient · 3
$11,999139,000 mi

Comparison: 3 similar vehicles

Modesto, CA

2014 INFINITI Q60 Coupe Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 INFINITI Q60 Coupe Base

Modesto, CA

UnscoredInsufficient · 0
$11,999148,989 mi

Modesto, CA

2013 Scion FR-S Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Scion FR-S Base

Chowchilla, CA

UnscoredLimited · 8
$11,999118,257 mi

Comparison: 8 similar vehicles

Chowchilla, CA

2007 Ford Mustang GT Deluxe

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Ford Mustang GT Deluxe

Patterson, CA

UnscoredLimited · 6
$11,99993,097 mi

Comparison: 6 similar vehicles

Patterson, CA

2015 Dodge Challenger SXT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Dodge Challenger SXT

Merced, CA

UnscoredLimited · 13
$12,069156,515 mi

Comparison: 13 similar vehicles

Merced, CA

2009 Dodge Challenger R/T

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Dodge Challenger R/T

Jamestown, CA

UnscoredLimited · 5
$12,075111,717 mi

Comparison: 5 similar vehicles

Jamestown, CA

2008 Honda Civic SI

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Honda Civic SI

Turlock, CA

UnscoredInsufficient · 0
$12,123159,810 mi

Turlock, CA

2010 Audi S5 Premium Plus

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Audi S5 Premium Plus

Madera, CA

UnscoredInsufficient · 3
$12,450121,270 mi

Comparison: 3 similar vehicles

Madera, CA

2003 Toyota Celica GT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2003 Toyota Celica GT

Modesto, CA

UnscoredInsufficient · 0
$12,500126,094 mi

Modesto, CA

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles is selling faster than its market baseline, and this listing is still within the cohort’s typical selling window. It is separate from OAV’s price verdict. A Demand-Verified Deal is a listing that carries the badge and is also rated Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin). The Deal is the intersection of the two signals. Each Demand-Verified listing shows its cohort’s typical sell-time, its days-on-lot, and a comparable count. Listings without sufficient, fresh cohort coverage get no label, and the section hides itself when none on a page qualify, so the signal stays honest.

Current status: the Demand-Verified badge is withheld on every listing while OAV re-validates the sell-through claim behind it, so no Top Demand-Verified Deals section is showing anywhere on the site right now. The sell-through evidence itself still appears on listings where a cohort supports it, and Price-to-Market verdicts are unaffected. The badge returns only if the re-validation confirms the claim.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Example market pages

OAV answers these questions

What are the best priced vehicles?
Great Deal means priced below the comparable-range floor by at least OAV's minimum-gap margin; Fair Price means priced within the comparable range, or below the floor by less than that margin.
Which vehicles are priced below market?
Vehicles rated Great Deal are priced below the comparable-range floor by at least OAV's minimum-gap margin. Each one links to its vehicle page.
Which listings are Demand-Verified?
A listing is Demand-Verified when the matched sold cohort of similar vehicles is moving faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not aged beyond the cohort's typical selling window. It is sell-through evidence about demand, and is separate from OAV's price-to-market verdict.
Which vehicles are priced below comparable listings?
OAV's Price-to-Market analysis compares a listing's asking price against similar cars, using year, make, model, geography, and available configuration attributes, with trim/configuration matching applied where sufficient comparable data supports it. Mileage is never used to select comparables or adjust their prices. OAV withholds a verdict when mileage looks unreliable, or when higher-than-typical mileage, not a market discount, better explains a lower price. Over 120,000 miles, OAV still publishes Overpriced but withholds Great Deal and Fair Price: comparable cars usually have fewer miles, which can make those two verdicts misleading. Where OAV publishes a verdict, a listing priced below the comparable-range floor by at least OAV's minimum-gap margin is rated Great Deal; one priced within the comparable range, or below the floor by less than that margin, is Fair Price.

How OAV.io compares with CarGurus, Cars.com and TrueCar

  • Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value.
  • CarGurus gives listings Deal Ratings based on its Instant Market Value (IMV), its estimate of a fair market price for a specific vehicle in a specific market.
  • Cars.com shows deal badges that compare a listing's price to similar vehicles in the same market.
  • Edmunds publishes car reviews and provides deal ratings on new and used listings.
  • iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale.
  • J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values.
  • TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers.

OAV.io is not a marketplace and does not sell cars. It helps shoppers find new and used cars at dealerships and evaluates each listing VIN by VIN against comparable listings, showing the comparable count, market range and as-of date for each rated listing. Its rating thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io rating, its eligibility or a listing's placement on OAV.io. Ratings are not guarantees of price or value, nor statements about a dealer in general.

How OAV.io compares

CarGurus, Instant Market Value, Deal Ratings, Cars.com, iSeeCars, TrueCar, TrueCar Price Graph, Edmunds, J.D. Power, NADA Used Car Guide, NADAguides, Carfax and CARFAX Value are trademarks of their respective owners. OAV.io is not affiliated with, sponsored by or endorsed by any of them.

How OAV works

How does OAV rate vehicle deals?
OAV compares a listing's asking price against similar vehicles currently for sale and publishes a Price-to-Market verdict only when the evidence supports one. OAV rates scored listings as Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin), Fair Price (priced within the comparable range, or below the floor by less than that margin), or Overpriced (priced above the comparable range). Listings OAV cannot score on the available evidence are shown as Unscored rather than receiving an unsupported verdict. Ratings are recomputed as OAV processes new inventory data through its daily pipeline; each page shows the market snapshot used for its analysis.
How fresh is OAV's vehicle data?
OAV processes inventory, pricing, and days-on-lot data daily from the dealer source. Every market page and VIN page carries a “Market snapshot” timestamp showing the snapshot date the page was built from, so the exact data vintage is always visible.
Does OAV include days on lot?
Yes. OAV records days-on-lot from the dealer feed when the feed supplies it. Days-on-lot is a separate demand signal, never an input to the Price-to-Market verdict.
Are OAV dealers verified?
Dealer profiles include public market summaries from live inventory data — make mix, deal mix, average days on lot, market position. Claimed OAV dealers route inbound buyer inquiries and control verified contact information. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
What technology powers OAV's deal ratings?
Certain vehicle market-standardization methods are covered by U.S. Patent No. 12,236,477; the Price-to-Market verdict method is the subject of a pending U.S. patent application. The standardization technology normalizes naming conventions and deduplicates cross-listed inventory across the dealership network, so every comparable-market calculation is drawn from a clean, unified data set.

Related questions

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